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There are 10's of thousands of CS majors every year, and probably hundreds of thousands of people who think being a data scientist would be "fun". No company is going to weed through that pile to find the literal "best" candidate, because acquiring that information is expensive.

> Theoretically, this is what testing is for. How many companies do that?

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